{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# We want to pick the image the annotations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import json\n",
    "import random\n",
    "import shutil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#splitting images on apples category into training and val set"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "apples_images = \"../Fruits/dataset/apples/images (copy)\"\n",
    "train = \"../Fruits/dataset/apples/train\"\n",
    "val = \"../Fruits/dataset/apples/val\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "images = os.listdir(apples_images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "t = random.sample(images,int(len(images)/6))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "for image in t:\n",
    "    source = os.path.join(apples_images,image)\n",
    "    destination = os.path.join(val,image)\n",
    "    shutil.move(source,destination)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "#splitting csv annotations into train and val"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "annotations = \"../Fruits/dataset/apples/annotations_csv (copy)\"\n",
    "val_csv = \"../Fruits/dataset/apples/val_csv\"\n",
    "train_csv = \"../Fruits/dataset/apples/train_csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "#image name will determine the name of the csv file\n",
    "image_names = os.listdir(val)\n",
    "\n",
    "for item in image_names:\n",
    "    csv_name = item.replace(\".png\",\".csv\")\n",
    "    source = os.path.join(annotations,csv_name)\n",
    "    destination = os.path.join(val_csv,csv_name)\n",
    "    shutil.move(source,destination)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "#remove extra viles on the train csv\n",
    "image_names = os.listdir(train)\n",
    "\n",
    "for item in image_names:\n",
    "    csv_name = item.replace(\".png\",\".csv\")\n",
    "    file = os.path.join(annotations,csv_name)\n",
    "    source = os.path.join(annotations,csv_name)\n",
    "    destination = os.path.join(train_csv,csv_name)\n",
    "    shutil.move(source,destination)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "lst = os.listdir(apples_images);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "#Compare final results \n",
    "with open(\"apples.json\",\"r\") as f:\n",
    "    data = f.read()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [],
   "source": [
    "obj = json.loads(data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1056"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annotations = list(obj.values())\n",
    "len(annotations)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'20130320T004403.421053.Cam6_32.png'"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "annotations[0][\"filename\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "keys=[]\n",
    "for i in range(len(annotations)):\n",
    "    keys.append(annotations[i][\"filename\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3 20130320T004351.801805.Cam6_43.png\n",
      "4 20130320T005038.667371.Cam6_23.png\n",
      "13 20130320T004408.564033.Cam6_41.png\n",
      "15 20130320T004605.709344.Cam6_61.png\n",
      "19 20130320T005652.008309.Cam6_74.png\n",
      "23 20130320T004535.232449.Cam6_43.png\n",
      "38 20130320T004549.137497.Cam6_21.png\n",
      "40 20130320T013608.818546_12.png\n",
      "77 20130320T004424.945245.Cam6_32.png\n",
      "89 20130320T004546.661320.Cam6_21.png\n",
      "154 20130320T004414.468907.Cam6_53.png\n",
      "161 20130320T004546.280311.Cam6_43.png\n",
      "233 20130320T005644.770158.Cam6_12.png\n",
      "235 20130320T004409.706932.Cam6_62.png\n",
      "307 20130320T004605.899724.Cam6_33.png\n",
      "321 20130320T005919.630463.Cam6_61.png\n",
      "337 20130320T004427.040535.Cam6_41.png\n",
      "350 20130320T004353.706594.Cam6_22.png\n",
      "358 20130320T004424.183355.Cam6_71.png\n",
      "363 20130320T005451.053423.Cam6_62.png\n",
      "411 20130320T004348.182606.Cam6_54.png\n",
      "424 20130320T005425.529158.Cam6_12.png\n",
      "452 20130320T004418.849875.Cam6_21.png\n",
      "459 20130320T004525.136981.Cam6_22.png\n",
      "505 20130320T004358.278063.Cam6_62.png\n",
      "508 20130320T004603.614052.Cam6_41.png\n",
      "509 20130320T004355.801761.Cam6_12.png\n",
      "548 20130320T005549.721268.Cam6_53.png\n",
      "558 20130320T004357.135163.Cam6_61.png\n",
      "607 20130320T005104.572657.Cam6_14.png\n",
      "637 20130320T004406.278234.Cam6_32.png\n",
      "640 20130320T005447.434349.Cam6_62.png\n",
      "641 20130320T005031.238592.Cam6_12.png\n",
      "643 20130320T005654.865494.Cam6_71.png\n",
      "650 20130320T004532.565766.Cam6_33.png\n",
      "652 20130320T004604.566446.Cam6_43.png\n",
      "677 20130320T004536.946736.Cam6_41.png\n",
      "690 20130320T004528.184672.Cam6_11.png\n",
      "694 20130320T004348.754118.Cam6_13.png\n",
      "723 20130320T004400.563862.Cam6_62.png\n",
      "753 20130320T004601.709262.Cam6_32.png\n",
      "755 20130320T004551.232791.Cam6_11.png\n",
      "760 20130320T004357.897055.Cam6_21.png\n",
      "779 20130320T005321.527832.Cam6_12.png\n",
      "785 20130320T004349.516008.Cam6_43.png\n",
      "790 20130320T004628.566938.Cam6_52.png\n",
      "813 20130320T004626.090637.Cam6_24.png\n",
      "837 20130320T005135.239903.Cam6_74.png\n",
      "853 20130320T004432.183517.Cam6_31.png\n",
      "892 20130320T005448.958130.Cam6_63.png\n",
      "906 20130320T004609.899802.Cam6_51.png\n",
      "943 20130320T005446.672459.Cam6_11.png\n",
      "951 20130320T004552.185187.Cam6_52.png\n",
      "969 20130320T004539.042031.Cam6_53.png\n",
      "996 20130320T005656.198897.Cam6_72.png\n",
      "999 20130320T005652.198812.Cam6_11.png\n",
      "1011 20130320T004532.184758.Cam6_41.png\n",
      "1030 20130320T013638.152395_11.png\n",
      "1040 20130320T004349.135000.Cam6_11.png\n",
      "1043 20130320T005658.294191.Cam6_62.png\n",
      "1048 20130320T004605.328337.Cam6_72.png\n",
      "1089 20130320T004351.039789.Cam6_32.png\n",
      "1095 20130320T004549.899514.Cam6_23.png\n",
      "1119 20130320T004602.661657.Cam6_43.png\n"
     ]
    }
   ],
   "source": [
    "remove = []\n",
    "for index,item in enumerate(lst):\n",
    "    if item in keys:\n",
    "        pass\n",
    "    else:\n",
    "        remove.append(item)\n",
    "        print(index,item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(remove)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "True"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "apples_images = '../Fruits/dataset/apples/images(copy)'\n",
    "os.path.isdir(apples_images)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "for item in remove:\n",
    "    os.remove(os.path.join(apples_images,item))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0 20130320T004555.804388.Cam6_33.png\n",
      "1 20130320T005030.095692.Cam6_44.png\n",
      "2 20130320T005916.773278.Cam6_31.png\n",
      "3 20130320T013112.050506_34.png\n",
      "4 20130320T013607.485145_32.png\n",
      "5 20130320T004533.518162.Cam6_41.png\n",
      "6 20130320T004859.236691.Cam6_43.png\n",
      "7 20130320T005225.145669.Cam6_72.png\n",
      "8 20130320T005914.677985.Cam6_42.png\n",
      "9 20130320T004854.855723.Cam6_51.png\n",
      "10 20130320T005025.333719.Cam6_43.png\n",
      "11 20130320T013152.051327_43.png\n",
      "12 20130320T005223.812267.Cam6_61.png\n",
      "13 20130320T005324.575519.Cam6_21.png\n",
      "14 20130320T005925.154329.Cam6_23.png\n",
      "15 20130320T004711.424944.Cam6_51.png\n",
      "16 20130320T005040.953043.Cam6_51.png\n",
      "17 20130320T005935.440294.Cam6_12.png\n",
      "18 20130320T013512.055389_22.png\n",
      "19 20130320T004903.808285.Cam6_43.png\n",
      "20 20130320T004801.902120.Cam6_34.png\n",
      "21 20130320T004407.040126.Cam6_63.png\n",
      "22 20130320T004846.474546.Cam6_61.png\n",
      "23 20130320T004906.474966.Cam6_43.png\n",
      "24 20130320T004853.331815.Cam6_63.png\n",
      "25 20130320T005500.005985.Cam6_43.png\n",
      "26 20130320T004935.046935.Cam6_52.png\n",
      "27 20130320T005822.486424.Cam6_43.png\n",
      "28 20130320T013717.200819_33.png\n",
      "29 20130320T004911.808454.Cam6_32.png\n",
      "30 20130320T005413.719418.Cam6_21.png\n",
      "31 20130320T005804.581307.Cam6_42.png\n",
      "32 20130320T013523.674751_54.png\n",
      "33 20130320T013225.766391_21.png\n",
      "34 20130320T005951.250115.Cam6_42.png\n",
      "35 20130320T005325.718417.Cam6_64.png\n",
      "36 20130320T013221.385303_23.png\n",
      "37 20130320T004554.470985.Cam6_34.png\n",
      "38 20130320T004434.278811.Cam6_52.png\n",
      "39 20130320T005645.912932.Cam6_63.png\n",
      "40 20130320T004354.277980.Cam6_41.png\n",
      "41 20130320T004719.234611.Cam6_22.png\n",
      "42 20130320T012822.713796_41.png\n",
      "43 20130320T013058.526474_21.png\n",
      "44 20130320T005812.009959.Cam6_51.png\n",
      "45 20130320T010004.583760.Cam6_42.png\n",
      "46 20130320T004708.948641.Cam6_62.png\n",
      "47 20130320T005545.340304.Cam6_52.png\n",
      "48 20130320T005043.048337.Cam6_32.png\n",
      "49 20130320T004425.516756.Cam6_43.png\n",
      "50 20130320T013234.147438_21.png\n",
      "51 20130320T005050.286611.Cam6_43.png\n",
      "52 20130320T005044.762746.Cam6_62.png\n",
      "53 20130320T005226.669574.Cam6_63.png\n",
      "54 20130320T005223.240880.Cam6_33.png\n",
      "55 20130320T004901.903370.Cam6_33.png\n",
      "56 20130320T004430.088222.Cam6_33.png\n",
      "57 20130320T005100.953457.Cam6_21.png\n",
      "58 20130320T005049.524720.Cam6_33.png\n",
      "59 20130320T004416.754705.Cam6_52.png\n",
      "60 20130320T013336.243945_43.png\n",
      "61 20130320T004615.614293.Cam6_51.png\n",
      "62 20130320T012823.285182_62.png\n",
      "63 20130320T012947.286881_21.png\n",
      "64 20130320T013134.146211_43.png\n",
      "65 20130320T004529.518076.Cam6_53.png\n",
      "66 20130320T005032.762499.Cam6_53.png\n",
      "67 20130320T004547.804094.Cam6_12.png\n",
      "68 20130320T005553.530973.Cam6_13.png\n",
      "69 20130320T013514.722190_21.png\n",
      "70 20130320T005114.096601.Cam6_33.png\n",
      "71 20130320T013259.100316_22.png\n",
      "72 20130320T005445.339056.Cam6_32.png\n",
      "73 20130320T013135.670117_13.png\n",
      "74 20130320T013029.383011_33.png\n",
      "75 20130320T004608.757030.Cam6_52.png\n",
      "76 20130320T012841.190290_44.png\n",
      "77 20130320T005952.393012.Cam6_32.png\n",
      "78 20130320T004528.565680.Cam6_54.png\n",
      "79 20130320T005136.192297.Cam6_33.png\n",
      "80 20130320T005556.007152.Cam6_22.png\n",
      "81 20130320T005908.011100.Cam6_23.png\n",
      "82 20130320T005048.000814.Cam6_23.png\n",
      "83 20130320T005234.860121.Cam6_64.png\n",
      "84 20130320T013506.722034_31.png\n",
      "85 20130320T005134.668517.Cam6_61.png\n",
      "86 20130320T013518.531770_42.png\n",
      "87 20130320T005326.289805.Cam6_63.png\n",
      "88 20130320T005634.103189.Cam6_61.png\n",
      "89 20130320T004716.377425.Cam6_21.png\n",
      "90 20130320T012914.905227_42.png\n",
      "91 20130320T013331.481970_22.png\n",
      "92 20130320T005544.959297.Cam6_62.png\n",
      "93 20130320T013143.098770_13.png\n",
      "94 20130320T012930.334163_22.png\n",
      "95 20130320T005936.964076.Cam6_63.png\n",
      "96 20130320T005454.101113.Cam6_51.png\n",
      "97 20130320T005651.246417.Cam6_42.png\n",
      "98 20130320T005423.814872.Cam6_12.png\n",
      "99 20130320T013029.002003_22.png\n",
      "100 20130320T013319.672227_22.png\n",
      "101 20130320T005956.583597.Cam6_13.png\n",
      "102 20130320T005450.672540.Cam6_24.png\n",
      "103 20130320T005108.382236.Cam6_11.png\n",
      "104 20130320T012844.047476_22.png\n",
      "105 20130320T013223.861478_33.png\n",
      "106 20130320T012945.953603_42.png\n",
      "107 20130320T005422.100462.Cam6_32.png\n",
      "108 20130320T005607.817023.Cam6_72.png\n",
      "109 20130320T004753.521071.Cam6_54.png\n",
      "110 20130320T005239.812601.Cam6_34.png\n",
      "111 20130320T005734.485442.Cam6_42.png\n",
      "112 20130320T013313.576852_32.png\n",
      "113 20130320T004900.950974.Cam6_63.png\n",
      "114 20130320T012856.619229_62.png\n",
      "115 20130320T004905.332067.Cam6_72.png\n",
      "116 20130320T005046.477032.Cam6_21.png\n",
      "117 20130320T004712.377340.Cam6_23.png\n",
      "118 20130320T013045.002332_12.png\n",
      "119 20130320T013313.195847_21.png\n",
      "120 20130320T005602.674040.Cam6_43.png\n",
      "121 20130320T005947.821546.Cam6_21.png\n",
      "122 20130320T005545.911690.Cam6_41.png\n",
      "123 20130320T005809.533784.Cam6_12.png\n",
      "124 20130320T005421.148066.Cam6_61.png\n",
      "125 20130320T013139.289192_32.png\n",
      "126 20130320T013320.053107_44.png\n",
      "127 20130320T004718.853603.Cam6_51.png\n",
      "128 20130320T005455.053505.Cam6_53.png\n",
      "129 20130320T005656.389401.Cam6_33.png\n",
      "130 20130320T013109.193320_51.png\n",
      "131 20130320T005455.815397.Cam6_41.png\n",
      "132 20130320T012947.667888_32.png\n",
      "133 20130320T005731.056745.Cam6_23.png\n",
      "134 20130320T005412.195512.Cam6_33.png\n",
      "135 20130320T012918.143419_34.png\n",
      "136 20130320T005054.286694.Cam6_21.png\n",
      "137 20130320T004707.043851.Cam6_61.png\n",
      "138 20130320T005306.860781.Cam6_22.png\n",
      "139 20130320T013505.579136_41.png\n",
      "140 20130320T004431.612130.Cam6_52.png\n",
      "141 20130320T005746.866695.Cam6_22.png\n",
      "142 20130320T004704.948559.Cam6_32.png\n",
      "143 20130320T005417.719497.Cam6_53.png\n",
      "144 20130320T004616.757192.Cam6_41.png\n",
      "145 20130320T005759.819336.Cam6_51.png\n",
      "146 20130320T005423.052856.Cam6_23.png\n",
      "147 20130320T012947.096377_41.png\n",
      "148 20130320T013127.288945_42.png\n",
      "149 20130320T005416.767103.Cam6_61.png\n",
      "150 20130320T004545.137412.Cam6_62.png\n",
      "151 20130320T005754.866735.Cam6_22.png\n",
      "152 20130320T013310.529168_22.png\n",
      "153 20130320T005549.340385.Cam6_22.png\n",
      "154 20130320T005428.957729.Cam6_31.png\n",
      "155 20130320T005323.813628.Cam6_24.png\n",
      "156 20130320T010010.679132.Cam6_64.png\n",
      "157 20130320T005017.714559.Cam6_41.png\n",
      "158 20130320T004419.802268.Cam6_53.png\n",
      "159 20130320T004854.093706.Cam6_42.png\n",
      "160 20130320T013608.056531_21.png\n",
      "161 20130320T013605.199348_32.png\n",
      "162 20130320T012921.191107_32.png\n",
      "163 20130320T013315.481640_32.png\n",
      "164 20130320T004449.326741.Cam6_34.png\n",
      "165 20130320T013311.672065_31.png\n",
      "166 20130320T005950.678728.Cam6_43.png\n",
      "167 20130320T013230.337859_32.png\n",
      "168 20130320T004628.185931.Cam6_42.png\n",
      "169 20130320T004943.999495.Cam6_42.png\n",
      "170 20130320T004759.616448.Cam6_23.png\n",
      "171 20130320T005912.201684.Cam6_63.png\n",
      "172 20130320T004856.189000.Cam6_13.png\n",
      "173 20130320T005640.198564.Cam6_42.png\n",
      "174 20130320T005655.817889.Cam6_12.png\n",
      "175 20130320T004354.849492.Cam6_52.png\n",
      "176 20130320T004801.521237.Cam6_31.png\n",
      "177 20130320T005103.810767.Cam6_41.png\n",
      "178 20130320T004814.854889.Cam6_52.png\n",
      "179 20130320T004558.852076.Cam6_63.png\n",
      "180 20130320T005752.390559.Cam6_23.png\n",
      "181 20130320T005825.914994.Cam6_31.png\n",
      "182 20130320T004756.568760.Cam6_41.png\n",
      "183 20130320T004417.897603.Cam6_33.png\n",
      "184 20130320T005038.667371.Cam6_31.png\n",
      "185 20130320T013709.391164_61.png\n",
      "186 20130320T005947.059535.Cam6_23.png\n",
      "187 20130320T005808.771893.Cam6_23.png\n",
      "188 20130320T005823.629322.Cam6_43.png\n",
      "189 20130320T004548.375606.Cam6_41.png\n",
      "190 20130320T005611.055090.Cam6_13.png\n",
      "191 20130320T005320.003927.Cam6_52.png\n",
      "192 20130320T005233.336339.Cam6_71.png\n",
      "193 20130320T004442.278975.Cam6_52.png\n",
      "194 20130320T005022.667038.Cam6_13.png\n",
      "195 20130320T004757.711657.Cam6_21.png\n",
      "196 20130320T013147.670365_11.png\n",
      "197 20130320T013031.478304_62.png\n",
      "198 20130320T012847.857177_32.png\n",
      "199 20130320T004847.807949.Cam6_74.png\n",
      "200 20130320T012854.142929_43.png\n",
      "201 20130320T013222.718705_32.png\n",
      "202 20130320T005805.533702.Cam6_13.png\n",
      "203 20130320T004713.329736.Cam6_62.png\n",
      "204 20130320T004902.855890.Cam6_64.png\n",
      "205 20130320T013313.957735_32.png\n",
      "206 20130320T005239.050709.Cam6_31.png\n",
      "207 20130320T004758.092540.Cam6_31.png\n",
      "208 20130320T004800.568841.Cam6_33.png\n",
      "209 20130320T004358.849450.Cam6_43.png\n",
      "210 20130320T004405.325839.Cam6_34.png\n",
      "211 20130320T004724.568099.Cam6_21.png\n",
      "212 20130320T005906.487320.Cam6_52.png\n",
      "213 20130320T005106.286943.Cam6_32.png\n",
      "214 20130320T004934.666053.Cam6_42.png\n",
      "215 20130320T005028.000399.Cam6_43.png\n",
      "216 20130320T005932.773614.Cam6_22.png\n",
      "217 20130320T005917.725673.Cam6_43.png\n",
      "218 20130320T013350.720495_24.png\n",
      "219 20130320T013701.772015_23.png\n",
      "220 20130320T004530.279967.Cam6_23.png\n",
      "221 20130320T005450.101029.Cam6_62.png\n",
      "222 20130320T004851.998412.Cam6_23.png\n",
      "223 20130320T013220.813916_52.png\n",
      "224 20130320T005824.200708.Cam6_52.png\n",
      "225 20130320T005446.291451.Cam6_23.png\n",
      "226 20130320T005059.239172.Cam6_73.png\n",
      "227 20130320T004720.568015.Cam6_63.png\n",
      "228 20130320T005544.578414.Cam6_22.png\n",
      "229 20130320T005119.430084.Cam6_11.png\n",
      "230 20130320T005230.098145.Cam6_12.png\n",
      "231 20130320T004758.854431.Cam6_34.png\n",
      "232 20130320T004552.756699.Cam6_21.png\n",
      "233 20130320T004758.473548.Cam6_23.png\n",
      "234 20130320T005323.051613.Cam6_21.png\n",
      "235 20130320T005928.202018.Cam6_21.png\n",
      "236 20130320T004405.706847.Cam6_53.png\n",
      "237 20130320T005222.478990.Cam6_22.png\n",
      "238 20130320T013137.193899_22.png\n",
      "239 20130320T005945.726255.Cam6_44.png\n",
      "240 20130320T004808.188000.Cam6_61.png\n",
      "241 20130320T012838.904617_43.png\n",
      "242 20130320T004553.518590.Cam6_51.png\n",
      "243 20130320T013605.770735_41.png\n",
      "244 20130320T005220.383697.Cam6_61.png\n",
      "245 20130320T005027.238508.Cam6_53.png\n",
      "246 20130320T005231.622053.Cam6_11.png\n",
      "247 20130320T004427.612047.Cam6_32.png\n",
      "248 20130320T013613.771021_12.png\n",
      "249 20130320T005738.485523.Cam6_21.png\n",
      "250 20130320T005457.148800.Cam6_14.png\n",
      "251 20130320T010008.774346.Cam6_42.png\n",
      "252 20130320T005225.907559.Cam6_63.png\n",
      "253 20130320T005648.008226.Cam6_14.png\n",
      "254 20130320T005749.914258.Cam6_42.png\n",
      "255 20130320T005419.243277.Cam6_54.png\n",
      "256 20130320T004906.093958.Cam6_22.png\n",
      "257 20130320T004709.710657.Cam6_22.png\n",
      "258 20130320T005124.382560.Cam6_43.png\n",
      "259 20130320T005548.578494.Cam6_33.png\n",
      "260 20130320T013106.526640_33.png\n",
      "261 20130320T005232.955331.Cam6_43.png\n",
      "262 20130320T005959.059771.Cam6_51.png\n",
      "263 20130320T004950.856759.Cam6_43.png\n",
      "264 20130320T004721.329906.Cam6_52.png\n",
      "265 20130320T013305.005184_33.png\n",
      "266 20130320T005746.104680.Cam6_43.png\n",
      "267 20130320T004353.135082.Cam6_53.png\n",
      "268 20130320T013510.341105_43.png\n",
      "269 20130320T012929.000761_32.png\n",
      "270 20130320T012911.476656_21.png\n",
      "271 20130320T004714.282130.Cam6_62.png\n",
      "272 20130320T004900.570092.Cam6_21.png\n",
      "273 20130320T013220.623413_53.png\n",
      "274 20130320T005626.674536.Cam6_13.png\n",
      "275 20130320T005316.575359.Cam6_53.png\n",
      "276 20130320T004848.760347.Cam6_62.png\n",
      "277 20130320T005320.765817.Cam6_51.png\n",
      "278 20130320T005235.431633.Cam6_12.png\n",
      "279 20130320T005238.288819.Cam6_34.png\n",
      "280 20130320T013515.484081_13.png\n",
      "281 20130320T005834.296166.Cam6_62.png\n",
      "282 20130320T013516.817357_11.png\n",
      "283 20130320T013507.293420_33.png\n",
      "284 20130320T004426.469151.Cam6_32.png\n",
      "285 20130320T013511.293499_22.png\n",
      "286 20130320T004526.089376.Cam6_33.png\n",
      "287 20130320T005743.628504.Cam6_42.png\n",
      "288 20130320T004615.042781.Cam6_33.png\n",
      "289 20130320T005551.245175.Cam6_71.png\n",
      "290 20130320T005504.768081.Cam6_11.png\n",
      "291 20130320T013521.007945_21.png\n",
      "292 20130320T004754.854350.Cam6_41.png\n",
      "293 20130320T004420.945168.Cam6_44.png\n",
      "294 20130320T005235.812642.Cam6_63.png\n",
      "295 20130320T005033.524390.Cam6_12.png\n",
      "296 20130320T004858.855806.Cam6_42.png\n",
      "297 20130320T013631.104621_63.png\n",
      "298 20130320T012944.239190_11.png\n",
      "299 20130320T012927.857864_33.png\n",
      "300 20130320T005219.812185.Cam6_63.png\n",
      "301 20130320T005411.243117.Cam6_22.png\n",
      "302 20130320T013048.812028_42.png\n",
      "303 20130320T004710.853432.Cam6_73.png\n",
      "304 20130320T005906.868327.Cam6_61.png\n",
      "305 20130320T005453.529724.Cam6_64.png\n",
      "306 20130320T005731.437753.Cam6_12.png\n",
      "307 20130320T013353.387174_33.png\n",
      "308 20130320T005416.005089.Cam6_53.png\n",
      "309 20130320T013054.907398_24.png\n",
      "310 20130320T005909.725508.Cam6_51.png\n",
      "311 20130320T004601.137751.Cam6_13.png\n",
      "312 20130320T005545.530809.Cam6_53.png\n",
      "313 20130320T013024.621036_62.png\n",
      "314 20130320T005241.527011.Cam6_21.png\n",
      "315 20130320T013041.764265_31.png\n",
      "316 20130320T004749.139980.Cam6_12.png\n",
      "317 20130320T004919.998999.Cam6_72.png\n",
      "318 20130320T004804.949808.Cam6_32.png\n",
      "319 20130320T005237.526927.Cam6_22.png\n",
      "320 20130320T005545.721311.Cam6_53.png\n",
      "321 20130320T005658.294191.Cam6_13.png\n",
      "322 20130320T012926.715092_24.png\n",
      "323 20130320T004559.804473.Cam6_52.png\n",
      "324 20130320T013657.200420_21.png\n",
      "325 20130320T013523.865255_13.png\n",
      "326 20130320T004731.806377.Cam6_12.png\n",
      "327 20130320T005957.916873.Cam6_42.png\n",
      "328 20130320T004443.802883.Cam6_42.png\n",
      "329 20130320T005653.151208.Cam6_13.png\n",
      "330 20130320T004910.856060.Cam6_61.png\n",
      "331 20130320T005921.725757.Cam6_13.png\n",
      "332 20130320T005548.959378.Cam6_62.png\n",
      "333 20130320T013223.290091_21.png\n",
      "334 20130320T004717.901207.Cam6_22.png\n",
      "335 20130320T004757.902037.Cam6_42.png\n",
      "336 20130320T013119.669788_24.png\n",
      "337 20130320T013623.866348_22.png\n",
      "338 20130320T013322.338904_21.png\n",
      "339 20130320T013227.099668_32.png\n",
      "340 20130320T005904.201525.Cam6_12.png\n",
      "341 20130320T005219.240799.Cam6_12.png\n",
      "342 20130320T005606.102612.Cam6_42.png\n",
      "343 20130320T013610.151823_23.png\n",
      "344 20130320T013436.626169_23.png\n",
      "345 20130320T004402.659157.Cam6_43.png\n",
      "346 20130320T005658.484696.Cam6_13.png\n",
      "347 20130320T005218.097902.Cam6_73.png\n",
      "348 20130320T005034.857669.Cam6_61.png\n",
      "349 20130320T004607.423628.Cam6_51.png\n",
      "350 20130320T013151.289437_13.png\n",
      "351 20130320T012819.666108_22.png\n",
      "352 20130320T004404.563948.Cam6_51.png\n",
      "353 20130320T013107.669539_32.png\n",
      "354 20130320T005739.247414.Cam6_23.png\n",
      "355 20130320T012823.475686_42.png\n",
      "356 20130320T013023.668642_21.png\n",
      "357 20130320T004430.659734.Cam6_42.png\n",
      "358 20130320T005328.956484.Cam6_12.png\n",
      "359 20130320T005445.529560.Cam6_64.png\n",
      "360 20130320T005503.244176.Cam6_42.png\n",
      "361 20130320T013221.766310_11.png\n",
      "362 20130320T005918.678069.Cam6_33.png\n",
      "363 20130320T005305.337000.Cam6_41.png\n",
      "364 20130320T013100.050255_43.png\n",
      "365 20130320T013443.864444_62.png\n",
      "366 20130320T005327.813709.Cam6_11.png\n",
      "367 20130320T005026.476618.Cam6_12.png\n",
      "368 20130320T004628.947822.Cam6_64.png\n",
      "369 20130320T005604.007318.Cam6_12.png\n",
      "370 20130320T012833.380630_32.png\n",
      "371 20130320T005052.191401.Cam6_64.png\n",
      "372 20130320T005444.958049.Cam6_62.png\n",
      "373 20130320T012851.285745_42.png\n",
      "374 20130320T013508.817326_12.png\n",
      "375 20130320T013606.151743_11.png\n",
      "376 20130320T005923.440043.Cam6_32.png\n",
      "377 20130320T005619.626768.Cam6_12.png\n",
      "378 20130320T004923.808702.Cam6_31.png\n",
      "379 20130320T005259.622632.Cam6_42.png\n",
      "380 20130320T005318.480146.Cam6_51.png\n",
      "381 20130320T013459.864773_41.png\n",
      "382 20130320T005943.440459.Cam6_44.png\n",
      "383 20130320T004555.042372.Cam6_52.png\n",
      "384 20130320T013321.005503_32.png\n",
      "385 20130320T005920.773362.Cam6_42.png\n",
      "386 20130320T004755.425860.Cam6_44.png\n",
      "387 20130320T013126.146046_22.png\n",
      "388 20130320T004613.518999.Cam6_62.png\n",
      "389 20130320T004938.856512.Cam6_22.png\n",
      "390 20130320T013257.386032_21.png\n",
      "391 20130320T004811.616698.Cam6_13.png\n",
      "392 20130320T005548.197486.Cam6_44.png\n",
      "393 20130320T005410.481227.Cam6_62.png\n",
      "394 20130320T012941.953391_42.png\n",
      "395 20130320T012941.000996_42.png\n",
      "396 20130320T004848.379337.Cam6_11.png\n",
      "397 20130320T013130.336632_52.png\n",
      "398 20130320T005908.963493.Cam6_31.png\n",
      "399 20130320T005649.151124.Cam6_33.png\n",
      "400 20130320T005546.483202.Cam6_13.png\n",
      "401 20130320T005957.154982.Cam6_51.png\n",
      "402 20130320T012947.477385_33.png\n",
      "403 20130320T005023.809937.Cam6_54.png\n",
      "404 20130320T012822.142284_34.png\n",
      "405 20130320T012932.238951_32.png\n",
      "406 20130320T005418.671890.Cam6_34.png\n",
      "407 20130320T013318.910209_33.png\n",
      "408 20130320T005744.390397.Cam6_63.png\n",
      "409 20130320T005922.868531.Cam6_12.png\n",
      "410 20130320T012852.047636_44.png\n",
      "411 20130320T012919.857703_21.png\n",
      "412 20130320T005946.488145.Cam6_11.png\n",
      "413 20130320T005407.814545.Cam6_43.png\n",
      "414 20130320T013222.147194_32.png\n",
      "415 20130320T005409.338327.Cam6_53.png\n",
      "416 20130320T013323.291300_51.png\n",
      "417 20130320T013253.004942_43.png\n",
      "418 20130320T013351.101377_43.png\n",
      "419 20130320T005412.767024.Cam6_33.png\n",
      "420 20130320T005550.102277.Cam6_21.png\n",
      "421 20130320T005810.676682.Cam6_54.png\n",
      "422 20130320T004924.761097.Cam6_73.png\n",
      "423 20130320T013249.004859_22.png\n",
      "424 20130320T005614.102778.Cam6_73.png\n",
      "425 20130320T005612.578997.Cam6_61.png\n",
      "426 20130320T005457.720187.Cam6_41.png\n",
      "427 20130320T004408.944916.Cam6_54.png\n",
      "428 20130320T004403.421053.Cam6_32.png\n",
      "429 20130320T004433.707425.Cam6_54.png\n",
      "430 20130320T012845.190374_42.png\n",
      "431 20130320T012820.237495_33.png\n",
      "432 20130320T005800.581226.Cam6_54.png\n",
      "433 20130320T004919.618115.Cam6_53.png\n",
      "434 20130320T005105.715556.Cam6_33.png\n",
      "435 20130320T013152.622837_22.png\n",
      "436 20130320T005757.152532.Cam6_11.png\n",
      "437 20130320T012913.000437_23.png\n",
      "438 20130320T005646.865452.Cam6_43.png\n",
      "439 20130320T012837.190206_21.png\n",
      "440 20130320T013608.247035_32.png\n",
      "441 20130320T005044.000731.Cam6_24.png\n",
      "442 20130320T005911.058786.Cam6_52.png\n",
      "443 20130320T004609.518920.Cam6_23.png\n",
      "444 20130320T010003.631366.Cam6_13.png\n",
      "445 20130320T004719.806124.Cam6_32.png\n",
      "446 20130320T004751.806786.Cam6_13.png\n",
      "447 20130320T013145.384567_33.png\n",
      "448 20130320T013314.910128_21.png\n",
      "449 20130320T012917.000521_31.png\n",
      "450 20130320T005451.624934.Cam6_21.png\n",
      "451 20130320T004706.853472.Cam6_32.png\n",
      "452 20130320T013141.574988_42.png\n",
      "453 20130320T013114.145799_32.png\n",
      "454 20130320T005926.678235.Cam6_41.png\n",
      "455 20130320T005636.579490.Cam6_31.png\n",
      "456 20130320T005658.865578.Cam6_42.png\n",
      "457 20130320T005240.384112.Cam6_62.png\n",
      "458 20130320T013026.335322_23.png\n",
      "459 20130320T012904.809896_22.png\n",
      "460 20130320T005815.629159.Cam6_33.png\n",
      "461 20130320T013050.145304_22.png\n",
      "462 20130320T004706.662968.Cam6_12.png\n",
      "463 20130320T004926.475382.Cam6_31.png\n",
      "464 20130320T005928.963909.Cam6_32.png\n",
      "465 20130320T013320.243612_41.png\n",
      "466 20130320T005444.767669.Cam6_33.png\n",
      "467 20130320T012931.477060_21.png\n",
      "468 20130320T004846.855554.Cam6_74.png\n",
      "469 20130320T005127.049241.Cam6_12.png\n",
      "470 20130320T004401.897143.Cam6_31.png\n",
      "471 20130320T004611.042700.Cam6_31.png\n",
      "472 20130320T013027.097214_33.png\n",
      "473 20130320T005430.100628.Cam6_41.png\n",
      "474 20130320T004859.617697.Cam6_61.png\n",
      "475 20130320T013324.243694_43.png\n",
      "476 20130320T013122.717475_31.png\n",
      "477 20130320T005051.048506.Cam6_31.png\n",
      "478 20130320T004722.282302.Cam6_64.png\n",
      "479 20130320T004352.373192.Cam6_51.png\n",
      "480 20130320T012901.381203_22.png\n",
      "481 20130320T005327.242198.Cam6_62.png\n",
      "482 20130320T005318.670649.Cam6_12.png\n",
      "483 20130320T005453.148715.Cam6_63.png\n",
      "484 20130320T005444.386662.Cam6_21.png\n",
      "485 20130320T004857.331899.Cam6_41.png\n",
      "486 20130320T004921.522905.Cam6_42.png\n",
      "487 20130320T013019.668558_44.png\n",
      "488 20130320T012820.046992_13.png\n",
      "489 20130320T005434.672219.Cam6_61.png\n",
      "490 20130320T012823.094678_33.png\n",
      "491 20130320T013321.386510_31.png\n",
      "492 20130320T013505.198129_43.png\n",
      "493 20130320T005507.815767.Cam6_22.png\n",
      "494 20130320T005758.295430.Cam6_13.png\n",
      "495 20130320T005319.623044.Cam6_13.png\n",
      "496 20130320T013024.240028_32.png\n",
      "497 20130320T013310.910175_21.png\n",
      "498 20130320T004925.522988.Cam6_21.png\n",
      "499 20130320T004915.998915.Cam6_32.png\n",
      "500 20130320T004412.183109.Cam6_51.png\n",
      "501 20130320T005821.914913.Cam6_62.png\n",
      "502 20130320T004846.284042.Cam6_13.png\n",
      "503 20130320T012858.905027_21.png\n",
      "504 20130320T005740.580816.Cam6_21.png\n",
      "505 20130320T004948.571086.Cam6_43.png\n",
      "506 20130320T004936.380337.Cam6_44.png\n",
      "507 20130320T005748.390478.Cam6_53.png\n",
      "508 20130320T013149.384649_33.png\n",
      "509 20130320T004611.995093.Cam6_24.png\n",
      "510 20130320T005825.153103.Cam6_13.png\n",
      "511 20130320T012850.333350_52.png\n",
      "512 20130320T004607.995015.Cam6_24.png\n",
      "513 20130320T013217.956608_31.png\n",
      "514 20130320T013224.432991_43.png\n",
      "515 20130320T004527.613284.Cam6_53.png\n",
      "516 20130320T004735.806461.Cam6_41.png\n",
      "517 20130320T005905.915809.Cam6_64.png\n",
      "518 20130320T005958.488384.Cam6_43.png\n",
      "519 20130320T005036.000567.Cam6_64.png\n",
      "520 20130320T013235.861728_43.png\n",
      "521 20130320T012821.951781_12.png\n",
      "522 20130320T005550.673788.Cam6_43.png\n",
      "523 20130320T005131.239822.Cam6_11.png\n",
      "524 20130320T005546.673706.Cam6_72.png\n",
      "525 20130320T005322.099219.Cam6_23.png\n",
      "526 20130320T013330.148570_32.png\n",
      "527 20130320T005133.335115.Cam6_24.png\n",
      "528 20130320T013124.431761_23.png\n",
      "529 20130320T005938.678488.Cam6_11.png\n",
      "530 20130320T004918.284713.Cam6_62.png\n",
      "531 20130320T004543.994512.Cam6_42.png\n",
      "532 20130320T012832.237733_21.png\n",
      "533 20130320T004410.659327.Cam6_21.png\n",
      "534 20130320T004557.899681.Cam6_52.png\n",
      "535 20130320T005039.429263.Cam6_64.png\n",
      "536 20130320T013507.102917_42.png\n",
      "537 20130320T013333.386760_33.png\n",
      "538 20130320T004931.427860.Cam6_63.png\n",
      "539 20130320T004808.759514.Cam6_22.png\n",
      "540 20130320T005656.770409.Cam6_14.png\n",
      "541 20130320T004413.135503.Cam6_63.png\n",
      "542 20130320T004445.136158.Cam6_23.png\n",
      "543 20130320T004727.234781.Cam6_64.png\n",
      "544 20130320T004407.611637.Cam6_51.png\n",
      "545 20130320T010000.964560.Cam6_42.png\n",
      "546 20130320T005514.101525.Cam6_73.png\n",
      "547 20130320T004629.900341.Cam6_11.png\n",
      "548 20130320T004612.376101.Cam6_52.png\n",
      "549 20130320T005218.288405.Cam6_12.png\n",
      "550 20130320T005750.676273.Cam6_52.png\n",
      "551 20130320T013105.002733_54.png\n",
      "552 20130320T005739.818800.Cam6_43.png\n",
      "553 20130320T013040.049855_33.png\n",
      "554 20130320T005816.391049.Cam6_51.png\n",
      "555 20130320T013348.434697_21.png\n",
      "556 20130320T013115.669706_21.png\n",
      "557 20130320T004705.520069.Cam6_51.png\n",
      "558 20130320T005817.914830.Cam6_41.png\n",
      "559 20130320T005551.626183.Cam6_33.png\n",
      "560 20130320T004807.807118.Cam6_64.png\n",
      "561 20130320T004423.611969.Cam6_33.png\n",
      "562 20130320T010002.678971.Cam6_22.png\n",
      "563 20130320T013317.767435_31.png\n",
      "564 20130320T004847.236437.Cam6_42.png\n",
      "565 20130320T005741.342707.Cam6_21.png\n",
      "566 20130320T004619.042864.Cam6_53.png\n",
      "567 20130320T005547.245092.Cam6_13.png\n",
      "568 20130320T005814.867143.Cam6_12.png\n",
      "569 20130320T004614.471395.Cam6_54.png\n",
      "570 20130320T005803.819293.Cam6_44.png\n",
      "571 20130320T013028.430617_32.png\n",
      "572 20130320T004900.189083.Cam6_14.png\n",
      "573 20130320T005950.107217.Cam6_44.png\n",
      "574 20130320T005759.057320.Cam6_52.png\n",
      "575 20130320T005641.341463.Cam6_63.png\n",
      "576 20130320T004422.849954.Cam6_32.png\n",
      "577 20130320T013534.722600_11.png\n",
      "578 20130320T004734.663562.Cam6_43.png\n",
      "579 20130320T005424.195756.Cam6_44.png\n",
      "580 20130320T013705.772093_22.png\n",
      "581 20130320T005057.905769.Cam6_61.png\n",
      "582 20130320T004404.373443.Cam6_32.png\n",
      "583 20130320T013131.860539_22.png\n",
      "584 20130320T005911.630298.Cam6_42.png\n",
      "585 20130320T012919.286317_22.png\n",
      "586 20130320T013322.910417_14.png\n",
      "587 20130320T005803.057403.Cam6_31.png\n",
      "588 20130320T005638.293775.Cam6_12.png\n",
      "589 20130320T013302.338507_42.png\n",
      "590 20130320T004440.374187.Cam6_62.png\n",
      "591 20130320T013043.478550_23.png\n",
      "592 20130320T013036.430781_24.png\n",
      "593 20130320T005040.000648.Cam6_23.png\n",
      "594 20130320T004741.330326.Cam6_31.png\n",
      "595 20130320T013609.199429_23.png\n",
      "596 20130320T005643.055747.Cam6_31.png\n",
      "597 20130320T013315.862646_41.png\n",
      "598 20130320T005415.433701.Cam6_12.png\n",
      "599 20130320T004616.376184.Cam6_52.png\n",
      "600 20130320T005445.910443.Cam6_61.png\n",
      "601 20130320T004804.378421.Cam6_62.png\n",
      "602 20130320T005048.572326.Cam6_62.png\n",
      "603 20130320T005927.440129.Cam6_43.png\n",
      "604 20130320T005132.954108.Cam6_31.png\n",
      "605 20130320T012923.476901_31.png\n",
      "606 20130320T004927.999164.Cam6_31.png\n",
      "607 20130320T004618.661981.Cam6_62.png\n",
      "608 20130320T013347.672808_22.png\n",
      "609 20130320T005732.580652.Cam6_52.png\n",
      "610 20130320T013047.288125_23.png\n",
      "611 20130320T013146.336961_31.png\n",
      "612 20130320T013118.717394_22.png\n",
      "613 20130320T013509.769719_42.png\n",
      "614 20130320T013438.530959_31.png\n",
      "615 20130320T013506.150522_22.png\n",
      "616 20130320T004451.993418.Cam6_41.png\n",
      "617 20130320T004617.709587.Cam6_31.png\n",
      "618 20130320T005548.197486.Cam6_34.png\n",
      "619 20130320T004422.088064.Cam6_43.png\n",
      "620 20130320T013327.672391_43.png\n",
      "621 20130320T004713.901122.Cam6_22.png\n",
      "622 20130320T005032.000483.Cam6_24.png\n",
      "623 20130320T004910.284546.Cam6_21.png\n",
      "624 20130320T005025.333719.Cam6_41.png\n",
      "625 20130320T005823.057811.Cam6_41.png\n",
      "626 20130320T013148.622759_33.png\n",
      "627 20130320T012902.904983_44.png\n",
      "628 20130320T005904.773038.Cam6_33.png\n",
      "629 20130320T005411.624125.Cam6_51.png\n",
      "630 20130320T004527.041772.Cam6_52.png\n",
      "631 20130320T004351.992184.Cam6_61.png\n",
      "632 20130320T004356.563776.Cam6_42.png\n",
      "633 20130320T005244.574699.Cam6_43.png\n",
      "634 20130320T005236.955415.Cam6_23.png\n",
      "635 20130320T004803.616531.Cam6_24.png\n",
      "636 20130320T005818.486343.Cam6_53.png\n",
      "637 20130320T005302.479817.Cam6_43.png\n",
      "638 20130320T004429.326331.Cam6_73.png\n",
      "639 20130320T005501.339388.Cam6_41.png\n",
      "640 20130320T012826.523370_43.png\n",
      "641 20130320T005449.529642.Cam6_23.png\n",
      "642 20130320T013312.814961_43.png\n",
      "643 20130320T005755.628752.Cam6_23.png\n",
      "644 20130320T004415.802310.Cam6_21.png\n",
      "645 20130320T005920.201850.Cam6_63.png\n",
      "646 20130320T005243.241297.Cam6_22.png\n",
      "647 20130320T005732.199644.Cam6_21.png\n",
      "648 20130320T005505.910854.Cam6_13.png\n",
      "649 20130320T013446.340622_34.png\n",
      "650 20130320T005236.193525.Cam6_61.png\n",
      "651 20130320T005733.723551.Cam6_21.png\n",
      "652 20130320T004359.801846.Cam6_21.png\n",
      "653 20130320T004942.094704.Cam6_52.png\n",
      "654 20130320T005306.479898.Cam6_64.png\n",
      "655 20130320T012839.857012_32.png\n",
      "656 20130320T004608.376022.Cam6_51.png\n",
      "657 20130320T012821.189891_31.png\n",
      "658 20130320T005929.916304.Cam6_22.png\n",
      "659 20130320T004715.044021.Cam6_44.png\n",
      "660 20130320T005316.765861.Cam6_44.png\n",
      "661 20130320T013608.628043_23.png\n",
      "662 20130320T005747.819090.Cam6_11.png\n",
      "663 20130320T005735.818843.Cam6_53.png\n",
      "664 20130320T005136.573304.Cam6_24.png\n",
      "665 20130320T005654.294106.Cam6_13.png\n",
      "666 20130320T004743.616122.Cam6_34.png\n",
      "667 20130320T013348.625201_53.png\n",
      "668 20130320T012842.142686_32.png\n",
      "669 20130320T012946.524989_21.png\n",
      "670 20130320T005910.487399.Cam6_34.png\n",
      "671 20130320T005103.048751.Cam6_62.png\n",
      "672 20130320T005819.438737.Cam6_22.png\n",
      "673 20130320T005307.432292.Cam6_61.png\n",
      "674 20130320T005019.809853.Cam6_41.png\n",
      "675 20130320T005240.955499.Cam6_63.png\n",
      "676 20130320T005110.287026.Cam6_64.png\n",
      "677 20130320T005459.434598.Cam6_12.png\n",
      "678 20130320T013517.579373_53.png\n",
      "679 20130320T013308.624380_31.png\n",
      "680 20130320T004754.663970.Cam6_52.png\n",
      "681 20130320T005440.957969.Cam6_62.png\n",
      "682 20130320T005406.862151.Cam6_22.png\n",
      "683 20130320T012831.094835_24.png\n",
      "684 20130320T005319.051533.Cam6_22.png\n",
      "685 20130320T004802.473631.Cam6_73.png\n",
      "686 20130320T005737.533128.Cam6_22.png\n",
      "687 20130320T005949.535830.Cam6_42.png\n",
      "688 20130320T004802.092623.Cam6_21.png\n",
      "689 20130320T013021.573348_12.png\n",
      "690 20130320T005116.763280.Cam6_12.png\n",
      "691 20130320T012835.475922_43.png\n",
      "692 20130320T005641.531967.Cam6_13.png\n",
      "693 20130320T005254.670153.Cam6_21.png\n",
      "694 20130320T005609.150300.Cam6_12.png\n",
      "695 20130320T004428.183433.Cam6_54.png\n",
      "696 20130320T012949.572679_32.png\n",
      "697 20130320T005132.192216.Cam6_23.png\n",
      "698 20130320T013604.627962_52.png\n",
      "699 20130320T013116.812606_32.png\n",
      "700 20130320T013317.195923_22.png\n",
      "701 20130320T004908.379757.Cam6_54.png\n",
      "702 20130320T005547.435596.Cam6_42.png\n",
      "703 20130320T013120.050671_42.png\n",
      "704 20130320T005458.482203.Cam6_43.png\n",
      "705 20130320T013609.580437_31.png\n",
      "706 20130320T012834.523528_41.png\n",
      "707 20130320T005742.866489.Cam6_23.png\n",
      "708 20130320T005045.334133.Cam6_23.png\n",
      "709 20130320T004418.278486.Cam6_51.png\n",
      "710 20130320T005055.048585.Cam6_63.png\n",
      "711 20130320T012908.047960_32.png\n",
      "712 20130320T004921.141897.Cam6_23.png\n",
      "713 20130320T005432.195921.Cam6_33.png\n",
      "714 20130320T004915.618035.Cam6_23.png\n",
      "715 20130320T005442.862882.Cam6_31.png\n",
      "716 20130320T005426.100545.Cam6_42.png\n",
      "717 20130320T005448.005735.Cam6_23.png\n",
      "718 20130320T004421.516678.Cam6_41.png\n",
      "719 20130320T005452.767832.Cam6_62.png\n",
      "720 20130320T004850.284127.Cam6_61.png\n",
      "721 20130320T004716.758433.Cam6_51.png\n",
      "722 20130320T005448.577248.Cam6_22.png\n",
      "723 20130320T004756.949641.Cam6_54.png\n",
      "724 20130320T004530.851480.Cam6_51.png\n",
      "725 20130320T004550.470901.Cam6_42.png\n",
      "726 20130320T012945.382090_14.png\n",
      "727 20130320T004403.040040.Cam6_51.png\n",
      "728 20130320T005631.436509.Cam6_11.png\n",
      "729 20130320T005802.105007.Cam6_32.png\n",
      "730 20130320T013143.098770_11.png\n",
      "731 20130320T004931.046852.Cam6_32.png\n",
      "732 20130320T005221.907478.Cam6_33.png\n",
      "733 20130320T005454.863128.Cam6_22.png\n",
      "734 20130320T013228.814078_41.png\n",
      "735 20130320T004757.330649.Cam6_42.png\n",
      "736 20130320T005903.439636.Cam6_42.png\n",
      "737 20130320T013314.338742_41.png\n",
      "738 20130320T005955.250193.Cam6_44.png\n",
      "739 20130320T004352.754200.Cam6_23.png\n",
      "740 20130320T004428.754944.Cam6_11.png\n",
      "741 20130320T004914.094128.Cam6_51.png\n",
      "742 20130320T005055.620097.Cam6_52.png\n",
      "743 20130320T005951.821627.Cam6_42.png\n",
      "744 20130320T005915.249372.Cam6_32.png\n",
      "745 20130320T004606.280730.Cam6_51.png\n",
      "746 20130320T004849.903118.Cam6_43.png\n",
      "747 20130320T005241.907895.Cam6_64.png\n",
      "748 20130320T010012.964803.Cam6_22.png\n",
      "749 20130320T005749.152368.Cam6_13.png\n",
      "750 20130320T004858.855806.Cam6_33.png\n",
      "751 20130320T005517.149215.Cam6_32.png\n",
      "752 20130320T013053.573998_22.png\n",
      "753 20130320T013303.481404_32.png\n",
      "754 20130320T013348.625201_64.png\n",
      "755 20130320T004432.755029.Cam6_44.png\n",
      "756 20130320T005424.767142.Cam6_32.png\n",
      "757 20130320T004904.951059.Cam6_54.png\n",
      "758 20130320T005329.337492.Cam6_63.png\n",
      "759 20130320T005632.198399.Cam6_64.png\n",
      "760 20130320T004845.903159.Cam6_12.png\n",
      "761 20130320T004855.808117.Cam6_24.png\n",
      "762 20130320T004718.472720.Cam6_63.png\n",
      "763 20130320T005629.722223.Cam6_43.png\n",
      "764 20130320T005955.821705.Cam6_52.png\n",
      "765 20130320T013513.960176_54.png\n",
      "766 20130320T005230.669657.Cam6_34.png\n",
      "767 20130320T013101.574161_42.png\n",
      "768 20130320T005724.770991.Cam6_22.png\n",
      "769 20130320T004401.325755.Cam6_61.png\n",
      "770 20130320T005102.286861.Cam6_63.png\n",
      "771 20130320T013025.763937_42.png\n",
      "772 20130320T005745.342789.Cam6_11.png\n",
      "773 20130320T004433.135911.Cam6_52.png\n",
      "774 20130320T005821.153022.Cam6_13.png\n",
      "775 20130320T004551.613799.Cam6_44.png\n",
      "776 20130320T005731.818637.Cam6_62.png\n",
      "777 20130320T012820.428000_21.png\n",
      "778 20130320T005250.479567.Cam6_54.png\n",
      "779 20130320T013444.245327_21.png\n",
      "780 20130320T005733.152039.Cam6_24.png\n",
      "781 20130320T012821.570898_41.png\n",
      "782 20130320T013038.335570_34.png\n",
      "783 20130320T004739.806547.Cam6_64.png\n",
      "784 20130320T005915.820761.Cam6_42.png\n",
      "785 20130320T013431.483186_53.png\n",
      "786 20130320T004717.329820.Cam6_63.png\n",
      "787 20130320T004541.899219.Cam6_31.png\n",
      "788 20130320T012829.571055_32.png\n",
      "789 20130320T005233.907851.Cam6_12.png\n",
      "790 20130320T013057.002567_22.png\n",
      "791 20130320T005549.340385.Cam6_13.png\n",
      "792 20130320T005228.764869.Cam6_73.png\n",
      "793 20130320T005221.336091.Cam6_24.png\n",
      "794 20130320T005131.620831.Cam6_64.png\n",
      "795 20130320T005036.762582.Cam6_52.png\n",
      "796 20130320T004918.856225.Cam6_31.png\n",
      "797 20130320T005622.293447.Cam6_44.png\n",
      "798 20130320T005015.428761.Cam6_31.png\n",
      "799 20130320T005735.247332.Cam6_43.png\n",
      "800 20130320T005657.722804.Cam6_12.png\n",
      "801 20130320T005044.000731.Cam6_21.png\n",
      "802 20130320T012846.333271_43.png\n",
      "803 20130320T004806.664219.Cam6_23.png\n",
      "804 20130320T013318.529327_21.png\n",
      "805 20130320T004728.568185.Cam6_51.png\n",
      "806 20130320T005418.100380.Cam6_51.png\n",
      "807 20130320T005428.005335.Cam6_21.png\n",
      "808 20130320T013025.573431_43.png\n",
      "809 20130320T004533.137153.Cam6_31.png\n",
      "810 20130320T004707.805742.Cam6_32.png\n",
      "811 20130320T005247.050874.Cam6_22.png\n",
      "812 20130320T004715.425029.Cam6_73.png\n",
      "813 20130320T013350.339486_32.png\n",
      "814 20130320T005753.723961.Cam6_33.png\n",
      "815 20130320T013250.719271_31.png\n",
      "816 20130320T004806.092707.Cam6_21.png\n",
      "817 20130320T004618.280974.Cam6_61.png\n",
      "818 20130320T005452.005817.Cam6_63.png\n",
      "819 20130320T013611.294721_23.png\n",
      "820 20130320T004438.278894.Cam6_42.png\n",
      "821 20130320T005756.390641.Cam6_43.png\n",
      "822 20130320T013339.291634_53.png\n",
      "823 20130320T005913.915969.Cam6_31.png\n",
      "824 20130320T005227.621969.Cam6_61.png\n",
      "825 20130320T005409.909839.Cam6_53.png\n",
      "826 20130320T012907.095566_43.png\n",
      "827 20130320T012901.190699_21.png\n",
      "828 20130320T005029.143298.Cam6_11.png\n",
      "829 20130320T005952.964398.Cam6_21.png\n",
      "830 20130320T013714.343638_13.png\n",
      "831 20130320T005913.154079.Cam6_42.png\n",
      "832 20130320T013150.146539_34.png\n",
      "833 20130320T013247.671582_31.png\n",
      "834 20130320T013711.486456_54.png\n",
      "835 20130320T005554.483368.Cam6_51.png\n",
      "836 20130320T013610.532832_42.png\n",
      "837 20130320T005752.961946.Cam6_22.png\n",
      "838 20130320T013611.104218_11.png\n",
      "839 20130320T013312.433956_22.png\n",
      "840 20130320T004916.760931.Cam6_21.png\n",
      "841 20130320T004904.570176.Cam6_52.png\n",
      "842 20130320T012828.237654_13.png\n",
      "843 20130320T004612.947488.Cam6_22.png\n",
      "844 20130320T013607.104137_43.png\n",
      "845 20130320T004946.285290.Cam6_34.png\n",
      "846 20130320T004547.042202.Cam6_34.png\n",
      "847 20130320T005657.151294.Cam6_31.png\n",
      "848 20130320T013507.864807_33.png\n",
      "849 20130320T005905.534927.Cam6_61.png\n",
      "850 20130320T005801.343117.Cam6_12.png\n",
      "851 20130320T005959.821662.Cam6_14.png\n",
      "852 20130320T005924.582942.Cam6_31.png\n",
      "853 20130320T005426.862435.Cam6_44.png\n",
      "854 20130320T013505.769640_52.png\n",
      "855 20130320T013502.150444_31.png\n",
      "856 20130320T013612.247116_31.png\n",
      "857 20130320T004849.331732.Cam6_43.png\n",
      "858 20130320T013023.287634_33.png\n",
      "859 20130320T013320.624619_42.png\n",
      "860 20130320T013029.764019_22.png\n",
      "861 20130320T005047.238923.Cam6_24.png\n",
      "862 20130320T005628.388820.Cam6_42.png\n",
      "863 20130320T005650.294023.Cam6_41.png\n",
      "864 20130320T005034.095776.Cam6_44.png\n",
      "865 20130320T013020.239945_32.png\n",
      "866 20130320T013025.382928_32.png\n",
      "867 20130320T005812.771975.Cam6_41.png\n",
      "868 20130320T013433.197472_41.png\n",
      "869 20130320T013433.578480_33.png\n",
      "870 20130320T013316.815040_22.png\n",
      "871 20130320T005644.770158.Cam6_13.png\n",
      "872 20130320T005444.196159.Cam6_24.png\n",
      "873 20130320T013220.623413_23.png\n",
      "874 20130320T004852.760430.Cam6_11.png\n",
      "875 20130320T013030.335405_21.png\n",
      "876 20130320T005736.961617.Cam6_12.png\n",
      "877 20130320T005751.247660.Cam6_43.png\n",
      "878 20130320T012933.762855_12.png\n",
      "879 20130320T012946.143980_44.png\n",
      "880 20130320T013312.052947_23.png\n",
      "881 20130320T013541.198864_13.png\n",
      "882 20130320T012853.190533_22.png\n",
      "883 20130320T013430.340287_53.png\n",
      "884 20130320T005737.914012.Cam6_52.png\n",
      "885 20130320T004752.568676.Cam6_11.png\n",
      "886 20130320T005439.434188.Cam6_24.png\n",
      "887 20130320T004759.235439.Cam6_61.png\n",
      "888 20130320T005307.051284.Cam6_64.png\n",
      "889 20130320T004620.376266.Cam6_41.png\n",
      "890 20130320T005953.916792.Cam6_12.png\n",
      "891 20130320T004746.473303.Cam6_73.png\n",
      "892 20130320T012820.808883_32.png\n",
      "893 20130320T005057.334382.Cam6_13.png\n",
      "894 20130320T005556.769166.Cam6_53.png\n",
      "895 20130320T013025.001919_32.png\n",
      "896 20130320T005546.102195.Cam6_52.png\n",
      "897 20130320T013431.102178_34.png\n",
      "898 20130320T005617.912359.Cam6_63.png\n",
      "899 20130320T005234.479240.Cam6_13.png\n",
      "900 20130320T005615.817189.Cam6_32.png\n",
      "901 20130320T005328.385097.Cam6_62.png\n",
      "902 20130320T004805.521319.Cam6_34.png\n",
      "903 20130320T004809.902287.Cam6_33.png\n",
      "904 20130320T013444.816839_43.png\n",
      "905 20130320T004707.424859.Cam6_22.png\n",
      "906 20130320T004436.755113.Cam6_52.png\n",
      "907 20130320T005232.193440.Cam6_32.png\n",
      "908 20130320T013232.433153_31.png\n",
      "909 20130320T005912.773071.Cam6_52.png\n",
      "910 20130320T005904.582533.Cam6_32.png\n",
      "911 20130320T005257.146330.Cam6_54.png\n",
      "912 20130320T013717.962834_44.png\n",
      "913 20130320T013319.291217_42.png\n",
      "914 20130320T013027.668727_21.png\n",
      "915 20130320T005122.477772.Cam6_64.png\n",
      "916 20130320T005409.338327.Cam6_42.png\n",
      "917 20130320T004907.427361.Cam6_61.png\n",
      "918 20130320T005820.200627.Cam6_51.png\n",
      "919 20130320T005647.817722.Cam6_61.png\n",
      "920 20130320T004807.235605.Cam6_22.png\n",
      "921 20130320T010001.916956.Cam6_44.png\n",
      "922 20130320T005308.384687.Cam6_63.png\n",
      "923 20130320T005827.438900.Cam6_53.png\n",
      "924 20130320T013021.192340_43.png\n",
      "925 20130320T013242.719107_13.png\n",
      "926 20130320T013117.574497_32.png\n",
      "927 20130320T004941.332813.Cam6_21.png\n",
      "928 20130320T013144.051164_52.png\n",
      "929 20130320T005447.053341.Cam6_24.png\n",
      "930 20130320T005926.106724.Cam6_52.png\n",
      "931 20130320T005100.001062.Cam6_32.png\n",
      "932 20130320T004902.474882.Cam6_42.png\n",
      "933 20130320T005441.910362.Cam6_34.png\n",
      "934 20130320T013022.906751_13.png\n",
      "935 20130320T013453.007388_32.png\n",
      "936 20130320T005037.333969.Cam6_53.png\n",
      "937 20130320T004803.045018.Cam6_32.png\n",
      "938 20130320T005229.717262.Cam6_14.png\n",
      "939 20130320T004927.999164.Cam6_13.png\n",
      "940 20130320T013507.674427_21.png\n",
      "941 20130320T005826.867388.Cam6_22.png\n",
      "942 20130320T005229.526758.Cam6_63.png\n",
      "943 20130320T012945.763098_23.png\n",
      "944 20130320T005420.576678.Cam6_43.png\n",
      "945 20130320T013627.866430_31.png\n",
      "946 20130320T005414.671812.Cam6_42.png\n",
      "947 20130320T012849.380957_23.png\n",
      "948 20130320T013022.525743_22.png\n",
      "949 20130320T013020.620953_31.png\n",
      "950 20130320T004909.713159.Cam6_42.png\n",
      "951 20130320T005806.295592.Cam6_21.png\n",
      "952 20130320T005624.960126.Cam6_12.png\n",
      "953 20130320T013550.341930_22.png\n",
      "954 20130320T013222.909208_53.png\n",
      "955 20130320T013327.672391_33.png\n",
      "956 20130320T004614.090386.Cam6_21.png\n",
      "957 20130320T005421.719577.Cam6_43.png\n",
      "958 20130320T004710.282045.Cam6_31.png\n",
      "959 20130320T004903.236773.Cam6_61.png\n",
      "960 20130320T004929.332567.Cam6_23.png\n",
      "961 20130320T004911.427445.Cam6_13.png\n",
      "962 20130320T005133.906628.Cam6_33.png\n",
      "963 20130320T013322.910417_12.png\n",
      "964 20130320T005252.003348.Cam6_42.png\n",
      "965 20130320T005635.436592.Cam6_12.png\n",
      "966 20130320T013606.913636_31.png\n",
      "967 20130320T005741.914094.Cam6_42.png\n",
      "968 20130320T004928.380174.Cam6_52.png\n",
      "969 20130320T013349.958479_61.png\n",
      "970 20130320T005948.773940.Cam6_51.png\n",
      "971 20130320T005314.099056.Cam6_41.png\n",
      "972 20130320T005319.813548.Cam6_22.png\n",
      "973 20130320T013452.817008_12.png\n",
      "974 20130320T005134.287508.Cam6_32.png\n",
      "975 20130320T005304.765613.Cam6_11.png\n",
      "976 20130320T005944.392853.Cam6_32.png\n",
      "977 20130320T013121.003065_22.png\n",
      "978 20130320T005558.673956.Cam6_23.png\n",
      "979 20130320T013352.244276_32.png\n",
      "980 20130320T005948.202429.Cam6_43.png\n",
      "981 20130320T012857.571624_33.png\n",
      "982 20130320T004420.373780.Cam6_43.png\n",
      "983 20130320T004737.520747.Cam6_43.png\n",
      "984 20130320T004908.951143.Cam6_23.png\n",
      "985 20130320T005132.573224.Cam6_22.png\n",
      "986 20130320T005016.381156.Cam6_42.png\n",
      "987 20130320T005058.667785.Cam6_44.png\n",
      "988 20130320T005954.678807.Cam6_42.png\n",
      "989 20130320T004901.331983.Cam6_61.png\n",
      "990 20130320T013512.817404_42.png\n",
      "991 20130320T013641.009580_32.png\n",
      "992 20130320T005651.246417.Cam6_23.png\n",
      "993 20130320T013244.433391_22.png\n",
      "994 20130320T005754.104844.Cam6_52.png\n",
      "995 20130320T010006.488549.Cam6_23.png\n",
      "996 20130320T005552.197570.Cam6_62.png\n",
      "997 20130320T012946.715493_54.png\n",
      "998 20130320T005807.819499.Cam6_62.png\n",
      "999 20130320T005455.053505.Cam6_63.png\n",
      "1000 20130320T013611.866233_34.png\n",
      "1001 20130320T013516.055467_41.png\n",
      "1002 20130320T005053.143795.Cam6_24.png\n",
      "1003 20130320T004610.471314.Cam6_34.png\n",
      "1004 20130320T004431.231121.Cam6_63.png\n",
      "1005 20130320T013025.954440_34.png\n",
      "1006 20130320T005326.861190.Cam6_41.png\n",
      "1007 20130320T004850.855639.Cam6_23.png\n",
      "1008 20130320T013128.812851_32.png\n",
      "1009 20130320T005320.384934.Cam6_24.png\n",
      "1010 20130320T004447.421954.Cam6_12.png\n",
      "1011 20130320T004708.186750.Cam6_31.png\n",
      "1012 20130320T004755.806868.Cam6_42.png\n",
      "1013 20130320T004534.280053.Cam6_73.png\n",
      "1014 20130320T012823.856693_33.png\n",
      "1015 20130320T004411.421218.Cam6_54.png\n",
      "1016 20130320T004556.947162.Cam6_34.png\n",
      "1017 20130320T012921.952995_22.png\n",
      "1018 20130320T004801.140229.Cam6_32.png\n",
      "1019 20130320T013551.103822_31.png\n",
      "1020 20130320T005736.199727.Cam6_62.png\n",
      "1021 20130320T005056.572492.Cam6_32.png\n",
      "1022 20130320T005751.819172.Cam6_52.png\n",
      "1023 20130320T005944.964239.Cam6_42.png\n",
      "1024 20130320T013607.675649_53.png\n",
      "1025 20130320T004711.996331.Cam6_21.png\n",
      "1026 20130320T013026.525827_62.png\n",
      "1027 20130320T005913.535087.Cam6_62.png\n",
      "1028 20130320T005817.152940.Cam6_63.png\n",
      "1029 20130320T004856.760512.Cam6_23.png\n",
      "1030 20130320T005639.055666.Cam6_34.png\n",
      "1031 20130320T005041.905438.Cam6_24.png\n",
      "1032 20130320T012909.571865_22.png\n",
      "1033 20130320T005224.574282.Cam6_33.png\n",
      "1034 20130320T013529.008109_21.png\n",
      "1035 20130320T005907.439713.Cam6_11.png\n",
      "1036 20130320T004856.379504.Cam6_22.png\n",
      "1037 20130320T010000.583678.Cam6_23.png\n",
      "1038 20130320T004524.184585.Cam6_43.png\n",
      "1039 20130320T005101.715349.Cam6_24.png\n",
      "1040 20130320T005021.143132.Cam6_32.png\n",
      "1041 20130320T004923.046686.Cam6_12.png\n",
      "1042 20130320T013306.529089_42.png\n",
      "1043 20130320T013103.288447_23.png\n",
      "1044 20130320T004556.375774.Cam6_31.png\n",
      "1045 20130320T013035.287882_12.png\n",
      "1046 20130320T004924.189585.Cam6_22.png\n",
      "1047 20130320T004531.613372.Cam6_24.png\n",
      "1048 20130320T005422.481469.Cam6_41.png\n",
      "1049 20130320T005313.527669.Cam6_32.png\n",
      "1050 20130320T012855.857338_42.png\n",
      "1051 20130320T005807.247987.Cam6_24.png\n",
      "1052 20130320T005813.914748.Cam6_54.png\n",
      "1053 20130320T012942.905912_32.png\n",
      "1054 20130320T013550.722937_33.png\n",
      "1055 20130320T013223.671101_34.png\n"
     ]
    }
   ],
   "source": [
    "for Dir,subDir,filesList in os.walk(apples_images):\n",
    "    for index,files in enumerate(filesList):\n",
    "        print(index,files)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
